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Spark SQL: Relational Data Processing in Spark

Summary: Relational processing integrated into Spark via DataFrame API, unifying SQL queries with Spark's functional workflow. Catalyst, a Scala-based extensible optimizer, enables composable rules, code generation, JSON schema inference, and federation to databases. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h2541b5993b725084
Venue
SIGMOD
Year
2015
Pagerank
0.00055406774
Overall Rank
23 | 99.85%
DOI
10.1145/2723372.2742797

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{armbrust_sigmod15,
        title = {{Spark SQL: Relational Data Processing in Spark}},
        author = {Armbrust, Michael and Xin, Reynold S. and Lian, Cheng and Huai, Yin and Liu, Davies and Bradley, Joseph K. and Meng, Xiangrui and Kaftan, Tomer and Franklin, Michael J. and Ghodsi, Ali and Zaharia, Matei},
        series = {{SIGMOD} '15},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2723372.2742797},
        url = {https://dl.acm.org/doi/10.1145/2723372.2742797},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 219 citing papers.

Rank Citing Paper Year Venue Pagerank
3,101 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 7.649219e-05
3,128 How to Win a Hot Dog Eating Contest: Distributed Incremental View Maintenance with Batch Updates 2016 SIGMOD 7.6151967e-05
3,167 HELIX: Accelerating Human-in-the-loop Machine Learning 2018 VLDB 7.5728577e-05
3,194 One WITH RECURSIVE is Worth Many GOTOs 2021 SIGMOD 7.5498012e-05
3,295 Lightning Fast and Space Efficient Inequality Joins 2015 VLDB 7.448168e-05
3,424 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 7.3117029e-05
3,455 Scaling Spark in the Real World: Performance and Usability 2015 VLDB 7.2884813e-05
3,505 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 7.2508161e-05
3,520 FlexPushdownDB: Hybrid Pushdown and Caching in a Cloud DBMS 2021 VLDB 7.2360022e-05
3,532 Rethinking Data-Intensive Science Using Scalable Analytics Systems 2015 SIGMOD 7.2261031e-05
3,622 Apache IoTDB: A Time Series Database for IoT Applications 2023 SIGMOD 7.1536644e-05
3,802 UlTraMan: A Unified Platform for Big Trajectory Data Management and Analytics 2018 VLDB 7.0132896e-05
3,804 Evolving Databases for New-Gen Big Data Applications 2017 CIDR 7.0124332e-05
3,835 Presto: A Decade of SQL Analytics at Meta 2023 SIGMOD 6.9931698e-05
3,900 Adore: Differentially Oblivious Relational Database Operators 2023 VLDB 6.9344494e-05
3,916 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 6.9285787e-05
3,930 Flexible Rule-Based Decomposition and Metadata Independence in Modin: A Parallel Dataframe System 2022 VLDB 6.9185978e-05
3,953 Tensors: An abstraction for general data processing 2021 VLDB 6.9027109e-05
3,978 Efficient Deep Learning Pipelines for Accurate Cost Estimations Over Large Scale Query Workload 2021 SIGMOD 6.8807882e-05
4,112 Don’t Hold My Data Hostage – A Case For Client Protocol Redesign 2017 VLDB 6.7994301e-05
4,162 Wildfire: Concurrent Blazing Data Ingest and Analytics 2016 SIGMOD 6.769737e-05
4,480 GPU Database Systems Characterization and Optimization 2024 VLDB 6.5807917e-05
4,509 Conjunctive Queries with Comparisons 2022 SIGMOD 6.570408e-05
4,513 LocationSpark: A Distributed In-Memory Data Management System for Big Spatial Data 2016 VLDB 6.565997e-05
4,573 Accelerating Raw Data Analysis with the ACCORDA Software and Hardware Architecture 2019 VLDB 6.5265033e-05
4,609 ExplainIt! - A Declarative Root-cause Analysis Engine for Time Series Data 2019 SIGMOD 6.503039e-05
4,654 Automatically Leveraging MapReduce Frameworks for Data-Intensive Applications 2018 SIGMOD 6.4849398e-05
4,671 GeCo: Quality Counterfactual Explanations in Real Time 2021 VLDB 6.4764543e-05
4,681 LOCAT: Low-Overhead Online Configuration Auto-Tuning of Spark SQL Applications 2022 SIGMOD 6.4721364e-05
4,683 AutoSteer: Learned Query Optimization for Any SQL Database 2023 VLDB 6.4716143e-05
4,815 PolyFrame: A Retargetable Query-based Approach to Scaling Dataframes 2021 VLDB 6.3992929e-05
4,832 ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data 2018 VLDB 6.3895407e-05
5,005 Using Cloud Functions as Accelerator for Elastic Data Analytics 2023 SIGMOD 6.3177105e-05
5,091 Towards Scalable Hybrid Stores: Constraint-Based Rewriting to the Rescue 2019 SIGMOD 6.2797352e-05
5,253 ByteHTAP: ByteDance’s HTAP System with High Data Freshness and Strong Data Consistency 2022 VLDB 6.2080572e-05
5,293 Optimizing Data-intensive Systems in Disaggregated Data Centers with TELEPORT 2022 SIGMOD 6.1917112e-05
5,304 Probabilistic Demand Forecasting at Scale 2017 VLDB 6.1873575e-05
5,348 Adaptive and Robust Query Execution for Lakehouses at Scale 2024 VLDB 6.1690434e-05
5,408 Lifetime-Based Memory Management for Distributed Data Processing Systems 2016 VLDB 6.1415736e-05
5,424 GraphOS: Towards Oblivious Graph Processing 2023 VLDB 6.1359011e-05
5,433 PS2: Parameter Server on Spark 2019 SIGMOD 6.1308667e-05
5,504 Magnet: Push-based Shuffle Service for Large-scale Data Processing 2020 VLDB 6.1018427e-05
5,776 The Tensor Data Platform: Towards an AI-centric Database System 2023 CIDR 5.9981216e-05
5,780 Efficient Confidentiality-Preserving Data Analytics over Symmetrically Encrypted Datasets 2020 VLDB 5.9974671e-05
5,805 Cornus: Atomic Commit for a Cloud DBMS with Storage Disaggregation 2023 VLDB 5.9886376e-05
5,817 VectorH: Taking SQL-on-Hadoop to the Next Level 2016 SIGMOD 5.9840356e-05
5,958 Cheetah: Accelerating Database Queries with Switch Pruning 2020 SIGMOD 5.9338314e-05
6,077 When Tree Meets Hash: Reducing Random Reads for Index Structures on Persistent Memories 2023 SIGMOD 5.893943e-05
6,116 ConnectorX: Accelerating Data Loading From Databases to Dataframes 2022 VLDB 5.8815309e-05
6,174 Helios: Hyperscale Indexing for the Cloud & Edge 2020 VLDB 5.8612829e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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